Blog Posts

Insights & News

Learn more from members of our team and industry-leading experts.

Guide

Cohort Analysis for AEO-Driven Signups

Learn how to isolate and analyze signup cohorts from AI engines. Step-by-step guide to track AEO performance, measure attribution, and optimize your AI search strategy.

KKevin
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Guide

Claude 4.7 vs GPT-5 for SEO Content: A Head-to-Head

Compare Claude 4.7 and GPT-5 for SEO content creation. Real prompts, scored outputs, and which AI engine ranks better in ChatGPT, Perplexity, and Gemini.

KKevin
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Guide

Announcing Claude 4.7 Support in SearchFit: What It Changes

Claude 4.7 now powers SearchFit audits, content generation, and agent reasoning. See what changed for AEO tracking and AI visibility.

KKevin
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Guide

Claude 4.7 for SEO Research: First Impressions and Benchmarks

Claude 4.7 benchmarks for SEO research tasks. Compare output quality, speed, and AEO capabilities against prior models with step-by-step testing.

KKevin
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Guide

Claude 4.7 Extended Thinking for Pillar Content: Early Results

Learn how Claude 4.7 extended thinking improves pillar page quality. Step-by-step guide with real results for SEO-driven long-form content.

KKevin
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Guide

ChatGPT vs Perplexity vs Gemini: Which AI Search Engine Should You Optimize For First

Compare ChatGPT, Perplexity, and Gemini for AI SEO. Learn which engine to prioritize, user volumes, citation patterns, and step-by-step optimization tactics.

KKevin
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Guide

How One B2B SaaS Company Increased AI Answer Engine Citations by 340%

Real-world SaaS case study: 340% increase in AI citations using AEO tactics. Step-by-step playbook for ChatGPT, Perplexity, Gemini visibility.

KKevin
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Guide

Building Topical Authority in the Age of LLMs

Master topical authority for AI search. Learn citation tracking, content clustering, and LLM optimization strategies to rank in ChatGPT, Perplexity, and Gemini.

KKevin
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Guide

Building Custom AEO Workflows With the SearchFit API

Learn to build custom Answer Engine Optimization workflows using SearchFit's API. Step-by-step guide for engineers to integrate AI visibility tracking.

KKevin
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Guide

Building an AI Content Factory: Lessons From 10,000 Articles

Learn how to build a scalable AI content factory. Real lessons from producing 10,000+ articles: infrastructure, quality gates, and what breaks at scale.

KKevin
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Guide

Building Your AEO Workflow Inside Claude

Learn how to build an end-to-end Answer Engine Optimization workflow inside Claude. Step-by-step guide for tracking AI visibility and optimizing content.

KKevin
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Guide

Building AEO Agents on Top of SearchFit MCP

Learn to build custom Answer Engine Optimization agents using SearchFit's MCP tools. Step-by-step guide for AI engineers integrating AEO tracking into LLM workflows.

KKevin
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Guide

Brand Mentions vs Backlinks: What Actually Matters for AI Ranking

Unlinked brand mentions now rival backlinks for AI ranking. Learn why LLMs weight entity signals differently and how to optimize for both.

KKevin
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Guide

Autonomous Content Validation: How Agents Score Their Own Work

Learn how validator and scorer agents catch hallucinations and errors before content reaches humans. Step-by-step guide to autonomous content validation.

KKevin
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Guide

Automating AEO Reports via API: Templates Included

Learn to automate Answer Engine Optimization reports via API. Step-by-step guide with code templates for ChatGPT, Perplexity, and Gemini tracking.

KKevin
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Guide

How to Audit Your Site's AEO Score in 5 Minutes

Step-by-step guide to audit your AEO score and AI search visibility in 5 minutes. Learn what answer engine optimization means for your site.

KKevin
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Guide

Attribution for AI Search Traffic: What Finally Works

Learn proven attribution models for AI search traffic. Track ChatGPT, Perplexity, Gemini citations and connect them to conversions with step-by-step methodology.

KKevin
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Guide

The Architecture of an AEO Agent Team

Build an AEO agent team that tracks AI visibility and generates ranked content. Step-by-step guide to structuring roles, workflows, and tech stacks for answer engine optimization.

KKevin
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Guide

Answer Engine Optimization vs Traditional SEO: Where to Allocate Your 2026 Budget

Compare AEO vs SEO ROI, timelines, and resource costs for 2026. Data-driven budget allocation framework for marketing leaders.

KKevin
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Guide

AI Hallucinations: Why Accuracy Is the New Backlink

Learn why factual precision is now critical for AI visibility. Master AEO tactics to prevent hallucinations and dominate ChatGPT, Perplexity, and Gemini rankings.

KKevin
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Guide

The Role of AI Citation Tracking in Modern Content Strategy

Learn how AI citation tracking shapes content strategy. Track brand visibility across ChatGPT, Perplexity, Gemini, and optimize for AI search visibility.

KKevin
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Guide

Agent Memory and Long-Context SEO Research

Learn how persistent agent memory accumulates brand knowledge across audits to power answer engine optimization at scale.

KKevin
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Guide

Agent-Driven Internal Link Selection Explained

Learn how AI agents automate internal link selection at scale. Step-by-step guide for content ops teams to place relevant links without manual curation.

KKevin
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Guide

The AEO Scorecard: 12 Metrics Every SEO Should Track in 2026

Track the 12 AEO metrics that matter in 2026. Learn how to measure AI visibility, citations, and LLM rankings across ChatGPT, Perplexity, Gemini, and more.

KKevin
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